The florist had a kind smile, but she’d only been able to offer a shrug and an apology. No note. The hydrangeas were gorgeous, though, a sea of blues and purples. Clara clutched them to her chest, the cool stems a comfort against her skin.

She walked slowly, each step a monumental effort. The park was crowded, children laughing, couples strolling hand in hand. She avoided eye contact, hugging the flowers like a shield. She found a bench overlooking the lake and sat, the water's surface shimmering in the sunlight. A wave of exhaustion washed over her.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

This story is one of 1,000 stories generated for the emotion sad. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 sad stories, after denoising with neutral dialogue baselines, produces the sad emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the sad vector is projected through the unembedding matrix.

Promoted:
😞0.436
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322